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| Frequency-Domain Data-Driven Predictive Control | Jun 18, 2024 | LEMMATime Series | —Unverified | 0 |
| Time Series Modeling for Heart Rate Prediction: From ARIMA to Transformers | Jun 18, 2024 | Deep LearningManagement | —Unverified | 0 |
| Generalization bounds for mixing processes via delayed online-to-PAC conversions | Jun 18, 2024 | Generalization BoundsTime Series | —Unverified | 0 |
| Self-Supervised Time-Series Anomaly Detection Using Learnable Data Augmentation | Jun 18, 2024 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| TSI-Bench: Benchmarking Time Series Imputation | Jun 18, 2024 | BenchmarkingDeep Learning | CodeCode Available | 3 |
| XXLTraffic: Expanding and Extremely Long Traffic forecasting beyond test adaptation | Jun 18, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Modeling, Inference, and Prediction in Mobility-Based Compartmental Models for Epidemiology | Jun 17, 2024 | EpidemiologyTime Series | —Unverified | 0 |
| Delay Embedding Theory of Neural Sequence Models | Jun 17, 2024 | Inductive BiasState Space Models | —Unverified | 0 |
| LLMFactor: Extracting Profitable Factors through Prompts for Explainable Stock Movement Prediction | Jun 16, 2024 | Sentiment AnalysisTime Series | —Unverified | 0 |
| Brain-Inspired Spike Echo State Network Dynamics for Aero-Engine Intelligent Fault Prediction | Jun 14, 2024 | Parameter PredictionPrediction | —Unverified | 0 |
| WindowMixer: Intra-Window and Inter-Window Modeling for Time Series Forecasting | Jun 14, 2024 | Missing ValuesTime Series | —Unverified | 0 |
| SigDiffusions: Score-Based Diffusion Models for Long Time Series via Log-Signature Embeddings | Jun 14, 2024 | Time SeriesTime Series Generation | CodeCode Available | 0 |
| Learning Flexible Time-windowed Granger Causality Integrating Heterogeneous Interventional Time Series Data | Jun 14, 2024 | Time Series | CodeCode Available | 0 |
| Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting | Jun 14, 2024 | Hyperparameter OptimizationMulti-Task Learning | —Unverified | 0 |
| Universal randomised signatures for generative time series modelling | Jun 14, 2024 | Time Series | CodeCode Available | 0 |
| Reinforced Decoder: Towards Training Recurrent Neural Networks for Time Series Forecasting | Jun 14, 2024 | DecoderTime Series | CodeCode Available | 0 |
| Unraveling Anomalies in Time: Unsupervised Discovery and Isolation of Anomalous Behavior in Bio-regenerative Life Support System Telemetry | Jun 14, 2024 | Anomaly ClassificationAnomaly Detection | CodeCode Available | 0 |
| On when is Reservoir Computing with Cellular Automata Beneficial? | Jun 13, 2024 | Time SeriesTime Series Classification | —Unverified | 0 |
| How & Why To Use Audience Segmentation to Maximize (Listener) Demand Across Digital Music Portfolio | Jun 13, 2024 | Time Series | —Unverified | 0 |
| LLM-based Knowledge Pruning for Time Series Data Analytics on Edge-computing Devices | Jun 13, 2024 | Edge-computingTime Series | —Unverified | 0 |
| DeepUnifiedMom: Unified Time-series Momentum Portfolio Construction via Multi-Task Learning with Multi-Gate Mixture of Experts | Jun 13, 2024 | ManagementMixture-of-Experts | CodeCode Available | 1 |
| Precise analysis of ridge interpolators under heavy correlations -- a Random Duality Theory view | Jun 13, 2024 | FormTime Series | —Unverified | 0 |
| Fredformer: Frequency Debiased Transformer for Time Series Forecasting | Jun 13, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 2 |
| Time-Series Forecasting for Out-of-Distribution Generalization Using Invariant Learning | Jun 13, 2024 | Out-of-Distribution GeneralizationTime Series | CodeCode Available | 1 |